{"id":4449,"date":"2025-10-23T14:15:26","date_gmt":"2025-10-23T18:15:26","guid":{"rendered":"https:\/\/pixels360.locusrobotics.com\/?p=4449"},"modified":"2025-10-23T14:18:54","modified_gmt":"2025-10-23T18:18:54","slug":"r2g-vs-g2p-warehouse-automation","status":"publish","type":"post","link":"https:\/\/locusrobotics.com\/blog\/r2g-vs-g2p-warehouse-automation","title":{"rendered":"Outpace the Limits of G2P with R2G"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"4449\" class=\"elementor elementor-4449\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-7e25397 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"7e25397\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-62e7d35\" data-id=\"62e7d35\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-cc7e067 elementor-widget elementor-widget-breadcrumb\" data-id=\"cc7e067\" data-element_type=\"widget\" data-widget_type=\"breadcrumb.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\n<section class=\"breadcrumb-section\">\n    <div class=\"container\">\n                <div id=\"breadcrumbs\" data-module=\"Breadcrumbs\" data-is-yoast=\"true\"><span><span><a href=\"https:\/\/locusrobotics.com\/\">Home<\/a><\/span><\/span><\/div>            <\/div>\n<section>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-41f1605 elementor-widget elementor-widget-hero-banner-blog\" data-id=\"41f1605\" data-element_type=\"widget\" data-widget_type=\"hero-banner-blog.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<section class=\"hero-banner-blog light-gray-blue-bg\" data-module=\"HeroBannerBlog\">\n    <div class=\"container hero-banner-container\">\n        <div class=\"hero-banner-left-content\">\n                        <div class=\"pre-heading\">October 23, 2025<\/div>\n            <h1 class=\"hero-heading\">Outpace the Limits of G2P with R2G<\/h1>\n                            <a href=\"\/blog\/?f_viewall=0&f_page=1&f_posttype=post&f_limit=9&f_search=&f_industries=&f_solutions=&author_id=60#content-filter\">\n                    <p class=\"p-regular author\">\n                        <img decoding=\"async\" src=\"\/wp-content\/uploads\/2023\/10\/Author-icon.svg\" alt=\"Author Icon\">\n                        <span class=\"author-name\">Jason Gies<\/span><span class=\"author-position\">, Sr. Vice President, Strategic Accounts<\/span>\n                    <\/p>\n                <\/a>\n                    <\/div>\n        <div class=\"hero-banner-right-content\">\n            <div class=\"hero-thumbnail\">\n                <img fetchpriority=\"high\" decoding=\"async\" width=\"800\" height=\"534\" src=\"https:\/\/locusrobotics.com\/wp-content\/uploads\/2025\/10\/DSC4215-1024x683.jpg\" class=\"image\" alt=\"People sitting and talking at the LogiMat conference\" srcset=\"https:\/\/locusrobotics.com\/wp-content\/uploads\/2025\/10\/DSC4215-1024x683.jpg 1024w, https:\/\/locusrobotics.com\/wp-content\/uploads\/2025\/10\/DSC4215-300x200.jpg 300w, https:\/\/locusrobotics.com\/wp-content\/uploads\/2025\/10\/DSC4215-768x512.jpg 768w, https:\/\/locusrobotics.com\/wp-content\/uploads\/2025\/10\/DSC4215-1536x1024.jpg 1536w, https:\/\/locusrobotics.com\/wp-content\/uploads\/2025\/10\/DSC4215-2048x1365.jpg 2048w, https:\/\/locusrobotics.com\/wp-content\/uploads\/2025\/10\/DSC4215-400x267.jpg 400w, https:\/\/locusrobotics.com\/wp-content\/uploads\/2025\/10\/DSC4215-510x340.jpg 510w, https:\/\/locusrobotics.com\/wp-content\/uploads\/2025\/10\/DSC4215-1200x800.jpg 1200w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>            <\/div>\n        <\/div>\n    <\/div>\n<\/section>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-94e872f elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"94e872f\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-9dfedf5\" data-id=\"9dfedf5\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-cc0d742 elementor-widget elementor-widget-content-blog-news-post\" data-id=\"cc0d742\" data-element_type=\"widget\" data-widget_type=\"content-blog-news-post.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\n<section class=\"content-blog-news-post\" id=\"content-blog-news-post\" data-module=\"ContentBlogNewsPost\">\n        <section class=\"post-content-item-section white-bg\">\n        <div class=\"container\">\n            <div class=\"content-blog-news-post-content\">\n                <p><span data-contrast=\"auto\">In warehouse automation, three acronyms often carry a lot of weight: <\/span><b><span data-contrast=\"auto\">P2G, G2P, and R2G<\/span><\/b><span data-contrast=\"auto\">. While only three letters are involved, the differences between them define how modern fulfillment operates.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:300,&quot;335559739&quot;:300}\">\u00a0<\/span><\/p><p><a href=\"https:\/\/locusrobotics.com\/blog\/p2g-unlimited-warehouse-throughput-fast-pick\"><b><span data-contrast=\"auto\">P2G (Person-to-Goods)<\/span><\/b><\/a><span data-contrast=\"auto\"> has long been Locus Robotics\u2019 hallmark, with Locus Origin and Locus Vector enabling humans and robots to work side by side in the aisles. <\/span><b><span data-contrast=\"auto\">G2P (Goods-to-Person)<\/span><\/b><span data-contrast=\"auto\"> is familiar to warehouses in the form of automated storage and retrieval systems (ASRS), where products are delivered to centralized stations for human picking.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:300,&quot;335559739&quot;:300}\">\u00a0<\/span><\/p><p><span data-contrast=\"auto\">With the introduction of <\/span><a href=\"https:\/\/locusrobotics.com\/blog\/r2g-locus-array-warehouse-automation\"><b><span data-contrast=\"none\">Locus Array<\/span><\/b><\/a><span data-contrast=\"auto\">, we\u2019ve now established a third model: <\/span><b><span data-contrast=\"auto\">R2G (Robot-to-Goods)<\/span><\/b><span data-contrast=\"auto\">. Unlike <\/span><a href=\"https:\/\/locusrobotics.com\/blog\/p2g-vs-fixed-automation-warehouse\"><span data-contrast=\"none\">P2G or G2P<\/span><\/a><span data-contrast=\"auto\">, R2G is designed as a <\/span><b><span data-contrast=\"auto\">zero-touch fulfillment system<\/span><\/b><span data-contrast=\"auto\">, with Locus Array autonomously traveling to storage locations, selecting items, and staging orders in the aisle for pack out. It combines the strengths of P2G and G2P in <\/span><a href=\"https:\/\/locusrobotics.com\/blog\/p2g-unlimited-warehouse-throughput-fast-pick\"><span data-contrast=\"none\">throughput<\/span><\/a><span data-contrast=\"auto\">, <\/span><a href=\"https:\/\/locusrobotics.com\/blog\/warehouse-automation-flexibility\"><span data-contrast=\"none\">flexibility<\/span><\/a><span data-contrast=\"auto\">, and <\/span><a href=\"https:\/\/locusrobotics.com\/blog\/avoiding-warehouse-density-trap\"><span data-contrast=\"none\">density<\/span><\/a><span data-contrast=\"auto\">, while eliminating many of the constraints of G2P.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:300,&quot;335559739&quot;:300}\">\u00a0<\/span><\/p><h2 aria-level=\"3\"><span data-contrast=\"none\">The Core Difference with R2G vs G2P: Where Automation Meets the Product<\/span><span data-ccp-props=\"{&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;335559738&quot;:160,&quot;335559739&quot;:80}\">\u00a0<\/span><\/h2><p><span data-contrast=\"auto\">In G2P, an order triggers automation in the form of a gaylord or racking to transport bins one at a time to pick stations, where humans select items and quantities. Orders are then packed at the station or downstream.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:300,&quot;335559739&quot;:300}\">\u00a0<\/span><\/p><p><span data-contrast=\"auto\">R2G works differently. With Locus Array, orders are assigned directly to a robot, which:<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:300,&quot;335559739&quot;:300}\">\u00a0<\/span><\/p><ul><li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"6\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"1\" data-aria-level=\"1\"><span data-contrast=\"auto\">Travels to product locations<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:300,&quot;335559739&quot;:300}\">\u00a0<\/span><\/li><\/ul><ul><li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"6\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"2\" data-aria-level=\"1\"><span data-contrast=\"auto\">Pulls the correct storage tote<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:300,&quot;335559739&quot;:300}\">\u00a0<\/span><\/li><\/ul><ul><li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"6\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"3\" data-aria-level=\"1\"><span data-contrast=\"auto\">Autonomously selects the items and quantities<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:300,&quot;335559739&quot;:300}\">\u00a0<\/span><\/li><\/ul><ul><li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"6\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"4\" data-aria-level=\"1\"><span data-contrast=\"auto\">Transfers picks into assigned order totes<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:300,&quot;335559739&quot;:300}\">\u00a0<\/span><\/li><\/ul><p><span data-contrast=\"auto\">From induction to picking to pack out, the process is automated. Humans remain essential for packing, shipping, and exceptions, but not for aisle picking.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:300,&quot;335559739&quot;:300}\">\u00a0<\/span><\/p><p><span data-contrast=\"auto\">The impact is profound when items stay available in storage instead of being tied up in transit, order staging happens directly in the aisle, and fulfillment flows continuously without bottlenecks.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:300,&quot;335559739&quot;:300}\">\u00a0<\/span><\/p><h2 aria-level=\"3\"><span data-contrast=\"none\">The Limitations of G2P<\/span><span data-ccp-props=\"{&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;335559738&quot;:160,&quot;335559739&quot;:80}\">\u00a0<\/span><\/h2><p><span data-contrast=\"auto\">G2P works well when demand is predictable, profiles are stable, and you know the volume ahead of time. But very few operations today can assume steady profiles without variation and G2P has structural limits:<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:300,&quot;335559739&quot;:300}\">\u00a0<\/span><\/p><ul><li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"7\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"1\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">Closed-loop design<\/span><\/b><span data-contrast=\"auto\">: Scaling up requires more pick stations and robots with each expansion locking in as a new baseline.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:300,&quot;335559739&quot;:300}\">\u00a0<\/span><\/li><\/ul><ul><li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"7\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"2\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">High upfront investment<\/span><\/b><span data-contrast=\"auto\">: Storage cube and throughput capacity must be designed for forecasts, which leaves infrastructure underutilized until volumes catch up.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:300,&quot;335559739&quot;:300}\">\u00a0<\/span><\/li><\/ul><ul><li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"7\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"3\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">Rigidity in uncertainty<\/span><\/b><span data-contrast=\"auto\">: Shifts in order profiles or volume volatility can leave operations constrained by systems designed for a different scenario.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:300,&quot;335559739&quot;:300}\">\u00a0<\/span><\/li><\/ul><p><span data-contrast=\"auto\">The real risk is ending up with a <\/span><b><span data-contrast=\"auto\">monument of automation<\/span><\/b><span data-contrast=\"auto\">, which is a system designed for scenario A that performs well under those conditions but cannot morph when the business needs scenario B.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:300,&quot;335559739&quot;:300}\">\u00a0<\/span><\/p><h2 aria-level=\"3\"><span data-contrast=\"none\">Flexibility as the Warehouse Differentiator<\/span><span data-ccp-props=\"{&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;335559738&quot;:160,&quot;335559739&quot;:80}\">\u00a0<\/span><\/h2><p><span data-contrast=\"auto\">Throughput always matters, but <\/span><b><span data-contrast=\"auto\"><a href=\"https:\/\/locusrobotics.com\/blog\/warehouse-flexibility-levers\">flexibility<\/a> is what makes the difference<\/span><\/b><span data-contrast=\"auto\"> in unpredictable markets. G2P can be effective when order volumes are steady and predictable. But very few operations today can claim that level of stability.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:300,&quot;335559739&quot;:300}\">\u00a0<\/span><\/p><p><span data-contrast=\"auto\">With P2G, unmatched flexibility is built in as you can add Locus Origin or Locus Vector robots as demand grows or peak season hits.\u00a0<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:300,&quot;335559739&quot;:300}\">\u00a0<\/span><\/p><p><span data-contrast=\"auto\">For R2G, flexibility comes through the ability to:<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:300,&quot;335559739&quot;:300}\">\u00a0<\/span><\/p><ul><li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"8\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"1\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">Scale incrementally<\/span><\/b><span data-contrast=\"auto\"> by blending Locus Array with P2G fleets.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:300,&quot;335559739&quot;:300}\">\u00a0<\/span><\/li><\/ul><ul><li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"8\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"2\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">Operate autonomously 24\/7<\/span><\/b><span data-contrast=\"auto\">, keeping fulfillment moving even when labor availability shifts.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:300,&quot;335559739&quot;:300}\">\u00a0<\/span><\/li><\/ul><p><span data-contrast=\"auto\">Being able to hybridize R2G and P2G robots opens novel options for scaling your warehouse.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:300,&quot;335559739&quot;:300}\">\u00a0<\/span><\/p><h2 aria-level=\"3\"><span data-contrast=\"none\">Scalability Beyond the Fixed Cube<\/span><span data-ccp-props=\"{&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;335559738&quot;:160,&quot;335559739&quot;:80}\">\u00a0<\/span><\/h2><p><span data-contrast=\"auto\">G2P depends heavily on the \u201ccube\u201d of pre-designed storage density, fixed layouts, and upfront commitments. That cube assumes SKU mix, order profiles, and forecasts will hold steady, which is rarely the case.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:300,&quot;335559739&quot;:300}\">\u00a0<\/span><\/p><p><span data-contrast=\"auto\">R2G changes the warehouse equation:<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:300,&quot;335559739&quot;:300}\">\u00a0<\/span><\/p><ul><li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"9\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"1\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">Standard racking<\/span><\/b><span data-contrast=\"auto\"> makes it simple and inexpensive to expand pick fronts.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:300,&quot;335559739&quot;:300}\">\u00a0<\/span><\/li><\/ul><ul><li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"9\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"2\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">Higher density<\/span><\/b><span data-contrast=\"auto\"> is achieved through narrower aisles, dual-sided picking, and greater pick heights.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:300,&quot;335559739&quot;:300}\">\u00a0<\/span><\/li><\/ul><ul><li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"9\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"3\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">Modular growth<\/span><\/b><span data-contrast=\"auto\"> means new Locus Array units can be deployed without reconfiguring the warehouse.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:300,&quot;335559739&quot;:300}\">\u00a0<\/span><\/li><\/ul><p><span data-contrast=\"auto\">In practice, R2G can also work alongside P2G, with Origin and Vector handling items of varying sizes or non-conveyables like rugs, ladders, and golf clubs. This hybrid model delivers unique flexibility.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559685&quot;:0,&quot;335559738&quot;:300,&quot;335559739&quot;:300}\">\u00a0<\/span><\/p><h2 aria-level=\"3\"><span data-contrast=\"none\">Why R2G Defines the Next Era of Fulfillment<\/span><span data-ccp-props=\"{&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;335559738&quot;:160,&quot;335559739&quot;:80}\">\u00a0<\/span><\/h2><p><span data-contrast=\"auto\">Warehouse requirements continue to escalate with greater volume, faster cycles, and rising SKU complexity all against a backdrop of constant unpredictability. Fixed systems that only perform under steady conditions are no longer enough.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:300,&quot;335559739&quot;:300}\">\u00a0<\/span><\/p><p><span data-contrast=\"auto\">R2G, as embodied by <\/span><b><span data-contrast=\"auto\">Locus Array<\/span><\/b><span data-contrast=\"auto\">, delivers:<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:300,&quot;335559739&quot;:300}\">\u00a0<\/span><\/p><ul><li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"10\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"1\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">Zero-touch picking<\/span><\/b><span data-contrast=\"auto\"> directly from storage locations.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:300,&quot;335559739&quot;:300}\">\u00a0<\/span><\/li><\/ul><ul><li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"10\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"2\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">Order consolidation in the aisle<\/span><\/b><span data-contrast=\"auto\">, eliminating staging delays.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:300,&quot;335559739&quot;:300}\">\u00a0<\/span><\/li><\/ul><ul><li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"10\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"3\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">Throughput and density gains<\/span><\/b><span data-contrast=\"auto\"> without proportional increases in labor.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:300,&quot;335559739&quot;:300}\">\u00a0<\/span><\/li><\/ul><ul><li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"10\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"4\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">A model that adapts with your business<\/span><\/b><span data-contrast=\"auto\">, rather than one you must adapt to.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:300,&quot;335559739&quot;:300}\">\u00a0<\/span><\/li><\/ul><p><span data-contrast=\"auto\">While much of the industry has only recently turned its attention to AI, Locus Robotics has been <a href=\"https:\/\/locusrobotics.com\/blog\/agentic-physical-ai-warehouses\">AI-driven<\/a> since day one. Locus Array represents the next generation of that foundation: a sophisticated, flexible system designed to deliver ultra-low cost-per-pick and unmatched resilience in real-world operations.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:300,&quot;335559739&quot;:300}\">\u00a0<\/span><\/p><p><span data-contrast=\"auto\">Warehouses that embrace flexibility will outpace those constrained by fixed infrastructure. R2G is redefining what\u2019s possible in fulfillment. <\/span><a href=\"https:\/\/locusrobotics.com\/demo\"><b><span data-contrast=\"none\">See how R2G in the form of Locus Array can work for your warehouse operation.<\/span><\/b><\/a><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:300,&quot;335559739&quot;:300}\">\u00a0<\/span><\/p><p><b><span data-contrast=\"auto\">BIO:<\/span><\/b>\u00a0<br \/>\u00a0<br \/>A mechanical engineer by training, Jason Gies utilizes over 24 years of industry experience to solve complex and strategic challenges to build long-term partnerships across a wide range of 3PL and logistics customers.\u00a0 His previous experience in engineering and structural simulation software sales as well as nuclear fabrication enables him to excel in the logistics automation field.\u00a0 Over the last seven years, Gies has focused on the highly complex sales cycles associated with robotics automation solutions, through direct selling, partnerships, and managing teams, cultivating strong customer relationships that last long after the sale.\u00a0<\/p>                <\/div>\n            <\/div>\n        <\/section>\n    <\/section>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-e7e3e5f elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"e7e3e5f\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-915a68d\" data-id=\"915a68d\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-6875901 elementor-widget elementor-widget-content-featured-resources-tiles\" data-id=\"6875901\" data-element_type=\"widget\" data-widget_type=\"content-featured-resources-tiles.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\n<section\n\tclass=\"content-featured-resources-tiles section-padding-top section-padding-bottom light-gray-blue-bg\"\n\tdata-module='ContentFeaturedResourceTiles' data-progress-label=\"Featured Resource\">\n\t<div class=\"container\">\n\t\t<div class=\"heading text-center\">\n\t\t\t<h2>\n\t\t\t\tFeatured Resources\t\t\t<\/h2>\n\t\t<\/div>\n\t\t<div class=\"tiles\">\n\t\t\t<!-- Slider main container -->\n\t\t\t<div class=\"swiper\">\n\t\t\t\t<!-- Additional required wrapper -->\n\t\t\t\t<div class=\"swiper-wrapper\">\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"swiper-slide\">\n\t\t\t\t\t\t\t\n        \n        <a href=\"https:\/\/locusrobotics.com\/blog\/workforce-predictions-ai\" target=\"_self\" data-module=\"ResourceCard\" class=\"resource-card more-specific \" style=\"--card-color: #27aae1\">\n        \n\n                    <div class='image-wrap'>\n                <img decoding=\"async\" width=\"510\" height=\"383\" src=\"https:\/\/locusrobotics.com\/wp-content\/uploads\/2025\/11\/IMG_2071-510x383.jpg\" class=\"image\" alt=\"Man standing in front of a Locus Origin bot with recruiting posters\" srcset=\"https:\/\/locusrobotics.com\/wp-content\/uploads\/2025\/11\/IMG_2071-510x383.jpg 510w, https:\/\/locusrobotics.com\/wp-content\/uploads\/2025\/11\/IMG_2071-300x225.jpg 300w, https:\/\/locusrobotics.com\/wp-content\/uploads\/2025\/11\/IMG_2071-1024x768.jpg 1024w, https:\/\/locusrobotics.com\/wp-content\/uploads\/2025\/11\/IMG_2071-768x576.jpg 768w, https:\/\/locusrobotics.com\/wp-content\/uploads\/2025\/11\/IMG_2071-1536x1152.jpg 1536w, https:\/\/locusrobotics.com\/wp-content\/uploads\/2025\/11\/IMG_2071-2048x1536.jpg 2048w, https:\/\/locusrobotics.com\/wp-content\/uploads\/2025\/11\/IMG_2071-400x300.jpg 400w, https:\/\/locusrobotics.com\/wp-content\/uploads\/2025\/11\/IMG_2071-1200x900.jpg 1200w\" sizes=\"(max-width: 510px) 100vw, 510px\" \/>                <div class='overlay'>\n                    <img decoding=\"async\" width=\"1\" height=\"1\" src=\"https:\/\/locusrobotics.com\/wp-content\/uploads\/2023\/08\/Article-Icon-1.svg\" class=\"icon\" alt=\"\" \/>                    Article                <\/div>\n            <\/div>\n        \n        <div class='text-wrap'>\n                            <h6>Predictions for Talent in 2026: Navigating Uncertainty, AI, and Generational Shifts\u00a0\u00a0<\/h6>\n                        <div class=\"cta-row\">\n                <div class=\"locus-btn locus-btn-link\">\n                    Read More                <\/div>\n                \n                            <\/div>\n        <\/div>\n        <\/a>\n            \t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"swiper-slide\">\n\t\t\t\t\t\t\t\n        \n        <a href=\"https:\/\/locusrobotics.com\/blog\/dawn-r2g-first-locus-array-shipped\" target=\"_self\" data-module=\"ResourceCard\" class=\"resource-card more-specific \" style=\"--card-color: #27aae1\">\n        \n\n                    <div class='image-wrap'>\n                <img loading=\"lazy\" decoding=\"async\" width=\"510\" height=\"680\" src=\"https:\/\/locusrobotics.com\/wp-content\/uploads\/2025\/11\/IMG_2954-510x680.jpg\" class=\"image\" alt=\"Locus Array at DHL\" srcset=\"https:\/\/locusrobotics.com\/wp-content\/uploads\/2025\/11\/IMG_2954-510x680.jpg 510w, https:\/\/locusrobotics.com\/wp-content\/uploads\/2025\/11\/IMG_2954-225x300.jpg 225w, https:\/\/locusrobotics.com\/wp-content\/uploads\/2025\/11\/IMG_2954-768x1024.jpg 768w, https:\/\/locusrobotics.com\/wp-content\/uploads\/2025\/11\/IMG_2954-1152x1536.jpg 1152w, https:\/\/locusrobotics.com\/wp-content\/uploads\/2025\/11\/IMG_2954-1536x2048.jpg 1536w, https:\/\/locusrobotics.com\/wp-content\/uploads\/2025\/11\/IMG_2954-300x400.jpg 300w, https:\/\/locusrobotics.com\/wp-content\/uploads\/2025\/11\/IMG_2954-400x533.jpg 400w, https:\/\/locusrobotics.com\/wp-content\/uploads\/2025\/11\/IMG_2954-1200x1600.jpg 1200w, https:\/\/locusrobotics.com\/wp-content\/uploads\/2025\/11\/IMG_2954-scaled.jpg 1920w\" sizes=\"(max-width: 510px) 100vw, 510px\" \/>                <div class='overlay'>\n                    <img decoding=\"async\" width=\"1\" height=\"1\" src=\"https:\/\/locusrobotics.com\/wp-content\/uploads\/2023\/08\/Article-Icon-1.svg\" class=\"icon\" alt=\"\" \/>                    Article                <\/div>\n            <\/div>\n        \n        <div class='text-wrap'>\n                            <h6>The Dawn of Robots-to-Goods: Locus Robotics Ships its First Array Units to DHL\u00a0\u00a0<\/h6>\n                        <div class=\"cta-row\">\n                <div class=\"locus-btn locus-btn-link\">\n                    Read More                <\/div>\n                \n                            <\/div>\n        <\/div>\n        <\/a>\n            \t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"swiper-slide\">\n\t\t\t\t\t\t\t\n        \n        <a href=\"https:\/\/locusrobotics.com\/blog\/ss-activewear-scale-warehouse-robots\" target=\"_self\" data-module=\"ResourceCard\" class=\"resource-card more-specific \" style=\"--card-color: #27aae1\">\n        \n\n                    <div class='image-wrap'>\n                <img loading=\"lazy\" decoding=\"async\" width=\"510\" height=\"680\" src=\"https:\/\/locusrobotics.com\/wp-content\/uploads\/2025\/11\/IMG_8603-510x680.jpg\" class=\"image\" alt=\"SS Activewear Locus Origins in warehouse\" srcset=\"https:\/\/locusrobotics.com\/wp-content\/uploads\/2025\/11\/IMG_8603-510x680.jpg 510w, https:\/\/locusrobotics.com\/wp-content\/uploads\/2025\/11\/IMG_8603-225x300.jpg 225w, https:\/\/locusrobotics.com\/wp-content\/uploads\/2025\/11\/IMG_8603-768x1024.jpg 768w, https:\/\/locusrobotics.com\/wp-content\/uploads\/2025\/11\/IMG_8603-1152x1536.jpg 1152w, https:\/\/locusrobotics.com\/wp-content\/uploads\/2025\/11\/IMG_8603-1536x2048.jpg 1536w, https:\/\/locusrobotics.com\/wp-content\/uploads\/2025\/11\/IMG_8603-300x400.jpg 300w, https:\/\/locusrobotics.com\/wp-content\/uploads\/2025\/11\/IMG_8603-400x533.jpg 400w, https:\/\/locusrobotics.com\/wp-content\/uploads\/2025\/11\/IMG_8603-1200x1600.jpg 1200w, https:\/\/locusrobotics.com\/wp-content\/uploads\/2025\/11\/IMG_8603-scaled.jpg 1920w\" sizes=\"(max-width: 510px) 100vw, 510px\" \/>                <div class='overlay'>\n                    <img decoding=\"async\" width=\"1\" height=\"1\" src=\"https:\/\/locusrobotics.com\/wp-content\/uploads\/2023\/08\/Article-Icon-1.svg\" class=\"icon\" alt=\"\" \/>                    Article                <\/div>\n            <\/div>\n        \n        <div class='text-wrap'>\n                            <h6>How S&amp;S Activewear Scaled Smarter with Warehouse Robots<\/h6>\n                        <div class=\"cta-row\">\n                <div class=\"locus-btn locus-btn-link\">\n                    Read More                <\/div>\n                \n                            <\/div>\n        <\/div>\n        <\/a>\n            \t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"swiper-slide\">\n\t\t\t\t\t\t\t\n        \n        <a href=\"https:\/\/locusrobotics.com\/blog\/brushing-quishing-warehouse-cybersecurity\" target=\"_self\" data-module=\"ResourceCard\" class=\"resource-card more-specific \" style=\"--card-color: #27aae1\">\n        \n\n                    <div class='image-wrap'>\n                <img loading=\"lazy\" decoding=\"async\" width=\"510\" height=\"625\" src=\"https:\/\/locusrobotics.com\/wp-content\/uploads\/2025\/11\/08be111b-0612-428b-8ede-7a2156e3eeef-510x625.jpg\" class=\"image\" alt=\"Man and woman outside of a building at a conference\" srcset=\"https:\/\/locusrobotics.com\/wp-content\/uploads\/2025\/11\/08be111b-0612-428b-8ede-7a2156e3eeef-510x625.jpg 510w, https:\/\/locusrobotics.com\/wp-content\/uploads\/2025\/11\/08be111b-0612-428b-8ede-7a2156e3eeef-245x300.jpg 245w, https:\/\/locusrobotics.com\/wp-content\/uploads\/2025\/11\/08be111b-0612-428b-8ede-7a2156e3eeef-300x368.jpg 300w, https:\/\/locusrobotics.com\/wp-content\/uploads\/2025\/11\/08be111b-0612-428b-8ede-7a2156e3eeef-400x490.jpg 400w, https:\/\/locusrobotics.com\/wp-content\/uploads\/2025\/11\/08be111b-0612-428b-8ede-7a2156e3eeef.jpg 672w\" sizes=\"(max-width: 510px) 100vw, 510px\" \/>                <div class='overlay'>\n                    <img decoding=\"async\" width=\"1\" height=\"1\" src=\"https:\/\/locusrobotics.com\/wp-content\/uploads\/2023\/08\/Article-Icon-1.svg\" class=\"icon\" alt=\"\" \/>                    Article                <\/div>\n            <\/div>\n        \n        <div class='text-wrap'>\n                            <h6>Brushing,\u00a0Quishing, and Holiday Scams: What to Know Before You Scan\u00a0<\/h6>\n                        <div class=\"cta-row\">\n                <div class=\"locus-btn locus-btn-link\">\n                    Read More                <\/div>\n                \n                            <\/div>\n        <\/div>\n        <\/a>\n            \t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<!-- If we need pagination -->\n\t\t\t\t<div class=\"swiper-pagination\"><\/div>\n\n\t\t\t\t<!-- If we need navigation buttons -->\n\t\t\t\t<div class=\"swiper-button-prev\"><\/div>\n\t\t\t\t<div class=\"swiper-button-next\"><\/div>\n\n\n\t\t\t<\/div>\n\t\t<\/div>\n\n\t\t\n\t<\/div>\n<\/section>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-dc0cfcf elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"dc0cfcf\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-355519d\" data-id=\"355519d\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Explore the difference between R2G and G2P warehouse automation. Learn how Locus Array delivers zero-touch fulfillment, flexibility, and scalability to modernize warehouse operations.<\/p>\n","protected":false},"author":60,"featured_media":4448,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":true,"inline_featured_image":false,"footnotes":""},"categories":[4],"tags":[69,73,74],"solution_type":[],"industry_type":[],"country":[],"post_folder":[],"class_list":["post-4449","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-article","tag-decision-making","tag-fulfillment","tag-warehouse-automation"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.2 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>R2G vs G2P for Warehouse Automation<\/title>\n<meta name=\"description\" content=\"Explore the difference between R2G and G2P warehouse automation. 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